A new study from Apple Machine Learning Research tackles synchronization gaps in text-to-sounding video generation. The team introduced advanced modality conditioning to stop interference between audio and visual signals. This approach bridges the gap between dense training captions and short user prompts. It offers a more precise framework for aligning sound with motion.